Artigo Acesso aberto Revisado por pares

Entropy Cross-Efficiency Model for Decision Making Units with Interval Data

2016; Multidisciplinary Digital Publishing Institute; Volume: 18; Issue: 10 Linguagem: Inglês

10.3390/e18100358

ISSN

1099-4300

Autores

Lupei Wang, Lei Li, Ningxi Hong,

Tópico(s)

Energy Efficiency and Management

Resumo

The cross-efficiency method, as a Data Envelopment Analysis (DEA) extension, calculates the cross efficiency of each decision making unit (DMU) using the weights of all decision making units (DMUs). The major advantage of the cross-efficiency method is that it can provide a complete ranking for all DMUs. In addition, the cross-efficiency method could eliminate unrealistic weight results. However, the existing cross-efficiency methods only evaluate the relative efficiencies of a set of DMUs with exact values of inputs and outputs. If the input or output data of DMUs are imprecise, such as the interval data, the existing methods fail to assess the efficiencies of these DMUs. To address this issue, we propose the introduction of Shannon entropy into the cross-efficiency method. In the proposed model, intervals of all cross-efficiency values are firstly obtained by the interval cross-efficiency method. Then, a distance entropy model is proposed to obtain the weights of interval efficiency. Finally, all alternatives are ranked by their relative Euclidean distance from the positive solution.

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